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I want to use an additive hazards regression model (e.g. Aalen's model) instead of Cox regression, since my data shows non-proportional hazards.
Can anyone tell if there is a simple way to do this in SAS?
-Thanks.
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Hello @SusanneWB ,
You can visit :
https://www.lexjansen.com/
(Lex Jansen is a former colleague of mine, consultant from SAS in the pharma industry)
(LexJansen site contains papers from proceedings from SAS conferences worldwide)
Then enter as search terms :
- Aalen OR
- additive hazards
and hit enter.
You will get some useful papers from SAS conferences from the past.
See also the SAS documentation, ... for example these links :
- SAS/STAT 15.2 User's Guide
The LIFETEST Procedure
https://go.documentation.sas.com/doc/en/pgmsascdc/9.4_3.5/statug/statug_lifetest_details25.htm
See "Aalen Estimator" and "theory of counting processes (Aalen 1978)" - SAS/STAT 15.2 User's Guide
The QUANTLIFE Procedure
Nelson-Aalen-Type Estimator for Censored Quantile Regression
https://go.documentation.sas.com/doc/en/pgmsascdc/9.4_3.5/statug/statug_quantlife_details03.htm
Cheers,
Koen
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Thanks a lot for the information. I will look at it.
Can I confirm then that Aalen's model and other cox alternatives have not yet been added to any SAS procedure, so I will need a macro?
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Hello,
I cannot confirm that.
There are many alternatives to the COX PH model in the form of a procedure.
Or in the form of a SAS Studio task (behind these tasks, there are procedures of course).
See here :
SAS/STAT Software -- Focus area : Survival Analysis
https://support.sas.com/rnd/app/stat/procedures/SurvivalAnalysis.html
(remark the SAS/STAT QUANTLIFE Procedure is missing in the list)
SAS Studio 5.2 Task Reference
Nonparametric Survival Analysis
Cheers,
Koen
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Thanks again.
I'm very interested in Aalen's additive hazard regression model. Can you also tell if this specific method is available in a procedure?
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Hello,
The pure and full
<< Aalen's additive hazard regression model >>
is NOT available in a SAS procedure.
You will need a macro (there are some on internet).
Personally I would program it with SAS / IML (interactive matrix language).
Do you know the SAS matrix language? Very powerful and easy-to-use.
There's also a matrix language board under the Analytics header in these SAS communities if you need help using PROC IML (or the IML action set in PROC CAS).
Thanks,
Koen
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Thanks a lot for the answer.
Then I will search for a macro or try with the SAS matrix language (which I have to get familiar with).
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I think SAS should add alternative models for proportional hazards. We could open a ballot suggesting these other models:
- Aalen, O.O. 1989. A linear regression model for the analysis of life times. Statist. Med. 8: 907-925.
- Lin, D. Y. and Ying, Z. (1994). Semiparametric analysis of the additive risk model. Biometrika 81, 61–
71.
- J. Buckley, I. James, Linear regression with censored data, Biometrika 66 (1979) 429-436.
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Maybe @StatDave knew it .